← Selected work

Industrial AI

AI with oversight built in.

Multi-agent workflows with persistent context, approval controls, and audit trails.

Context
Professional work · Siemens Energy
Role
Framework design & implementation

The work

Agent orchestration

Specialized agents with coordinated tool use.

Human approval

Review points for external actions.

Persistent state

PostgreSQL conversation checkpoints.

Traceable execution

Audit trails and streaming FastAPI services.

Designed and implemented by Ayaz using LangGraph and LangChain. Validated across Factory Assistance and Terminal Management workflows.

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